Tomorrow at NeurIPS, Yoshua Bengio will propose ways for deep learning to handle “reasoning, planning, capturing causality and obtaining systematic generalization.” He spoke to IEEE Spectrum on many of the same topics.

https://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/yoshua-bengio-revered-architect-of-ai-has-some-ideas-about-what-to-build-next